CA3141362A1 - Method and device for determining chromosomal aneuploidy and constructing classification model - Google Patents

Method and device for determining chromosomal aneuploidy and constructing classification model Download PDF

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Publication number
CA3141362A1
CA3141362A1 CA3141362A CA3141362A CA3141362A1 CA 3141362 A1 CA3141362 A1 CA 3141362A1 CA 3141362 A CA3141362 A CA 3141362A CA 3141362 A CA3141362 A CA 3141362A CA 3141362 A1 CA3141362 A1 CA 3141362A1
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Prior art keywords
chromosome
sample
fraction
tested
feature
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CA3141362A
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English (en)
French (fr)
Inventor
Hongyun Zhang
Yuying Yuan
Xianghua Chai
Lijun Zhou
Mengjie WANG
Qiang Liu
Ye Yin
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Bgi Clinical Laboratories (shenzhen) Co Ltd
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Bgi Clinical Laboratories (shenzhen) Co Ltd
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Publication of CA3141362A1 publication Critical patent/CA3141362A1/en
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    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/40ICT specially adapted for the handling or processing of patient-related medical or healthcare data for data related to laboratory analysis, e.g. patient specimen analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/042Knowledge-based neural networks; Logical representations of neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B20/00ICT specially adapted for functional genomics or proteomics, e.g. genotype-phenotype associations
    • G16B20/10Ploidy or copy number detection
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B30/00ICT specially adapted for sequence analysis involving nucleotides or amino acids
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B35/00ICT specially adapted for in silico combinatorial libraries of nucleic acids, proteins or peptides
    • G16B35/20Screening of libraries
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
    • G16B40/20Supervised data analysis
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Medical Informatics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Public Health (AREA)
  • Biophysics (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Evolutionary Biology (AREA)
  • Biotechnology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Epidemiology (AREA)
  • Biomedical Technology (AREA)
  • Software Systems (AREA)
  • Chemical & Material Sciences (AREA)
  • Molecular Biology (AREA)
  • Databases & Information Systems (AREA)
  • Primary Health Care (AREA)
  • Proteomics, Peptides & Aminoacids (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Analytical Chemistry (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Genetics & Genomics (AREA)
  • Pathology (AREA)
  • Bioethics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Library & Information Science (AREA)
  • Computational Linguistics (AREA)
  • Biochemistry (AREA)
  • Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
  • Analysing Materials By The Use Of Radiation (AREA)
CA3141362A 2019-12-31 2019-12-31 Method and device for determining chromosomal aneuploidy and constructing classification model Pending CA3141362A1 (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2019/130625 WO2021134513A1 (zh) 2019-12-31 2019-12-31 确定染色体非整倍性、构建分类模型的方法和装置

Publications (1)

Publication Number Publication Date
CA3141362A1 true CA3141362A1 (en) 2021-07-08

Family

ID=70827394

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3141362A Pending CA3141362A1 (en) 2019-12-31 2019-12-31 Method and device for determining chromosomal aneuploidy and constructing classification model

Country Status (9)

Country Link
US (1) US20220336047A1 (de)
EP (1) EP4086356A4 (de)
JP (1) JP7467504B2 (de)
KR (1) KR20220122596A (de)
CN (1) CN111226281B (de)
AU (1) AU2019480813B2 (de)
CA (1) CA3141362A1 (de)
IL (1) IL277746A (de)
WO (1) WO2021134513A1 (de)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112037846A (zh) * 2020-07-14 2020-12-04 广州市达瑞生物技术股份有限公司 一种cffDNA非整倍体检测方法、系统、储存介质以及检测设备
CN116648752A (zh) * 2020-11-27 2023-08-25 深圳华大生命科学研究院 一种胎儿染色体异常的检测方法与系统
CN116312813B (zh) * 2023-05-22 2023-08-22 上海科技大学 鉴定干细胞群代次的方法及标志物

Family Cites Families (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102753703B (zh) * 2010-04-23 2014-12-24 深圳华大基因健康科技有限公司 胎儿染色体非整倍性的检测方法
US20140228226A1 (en) * 2011-09-21 2014-08-14 Bgi Health Service Co., Ltd. Method and system for determining chromosome aneuploidy of single cell
DK2768978T3 (en) * 2011-10-18 2017-12-18 Multiplicom Nv Fetal CHROMOSOMAL ANEUPLOIDID DIAGNOSIS
EP2834376B1 (de) * 2012-04-06 2017-03-15 The Chinese University Of Hong Kong Nichtinvasive pränatale diagnose fötaler trisomie durch allelratioanalyse mithilfe gezielter massiv paralleler sequenzierung
WO2014153755A1 (zh) * 2013-03-28 2014-10-02 深圳华大基因研究院 确定胎儿染色体非整倍性的方法、系统和计算机可读介质
CN104520437B (zh) * 2013-07-17 2016-09-14 深圳华大基因股份有限公司 一种染色体非整倍性检测方法及装置
CN105765076B (zh) * 2013-12-17 2019-07-19 深圳华大基因股份有限公司 一种染色体非整倍性检测方法及装置
US20160026759A1 (en) * 2014-07-22 2016-01-28 Yourgene Bioscience Detecting Chromosomal Aneuploidy
CN104232777B (zh) * 2014-09-19 2016-08-24 天津华大基因科技有限公司 同时确定胎儿核酸含量和染色体非整倍性的方法及装置
CN104789686B (zh) * 2015-05-06 2018-09-07 浙江安诺优达生物科技有限公司 检测染色体非整倍性的试剂盒和装置
CN104789466B (zh) * 2015-05-06 2018-03-13 安诺优达基因科技(北京)有限公司 检测染色体非整倍性的试剂盒和装置
US20180327844A1 (en) * 2015-11-16 2018-11-15 Sequenom, Inc. Methods and processes for non-invasive assessment of genetic variations
WO2017093561A1 (en) * 2015-12-04 2017-06-08 Genesupport Sa Method for non-invasive prenatal testing
CN105844116B (zh) * 2016-03-18 2018-02-27 广州市锐博生物科技有限公司 测序数据的处理方法和处理装置
CN106520940A (zh) * 2016-11-04 2017-03-22 深圳华大基因研究院 一种染色体非整倍体和拷贝数变异检测方法及其应用
BR112019014208A2 (pt) * 2017-01-11 2020-03-17 Quest Diagnostics Investments Llc Métodos para detectar diagnóstico falso-positivo de aneuploidia cromossômica em um feto e para detectar diagnóstico aneuploidiadiagnóstico de aneuploidia cromossômica falso-positiva em um feto.
HUE055063T2 (hu) * 2017-07-26 2021-10-28 Trisomytest S R O Eljárás magzati kromoszóma aneuploidia nem-invazív azonosítására születés elõtt anyai vérbõl Bayes-háló alapján
SK862017A3 (sk) * 2017-08-24 2020-05-04 Grendar Marian Doc Mgr Phd Spôsob použitia fetálnej frakcie a chromozómovej reprezentácie pri určovaní aneuploidného stavu v neinvazívnom prenatálnom testovaní
CN108363903B (zh) * 2018-01-23 2022-03-04 和卓生物科技(上海)有限公司 一种适用于单细胞的染色体非整倍性检测系统及应用
CN108611408A (zh) * 2018-02-23 2018-10-02 深圳市瀚海基因生物科技有限公司 检测胎儿染色体非整倍性的方法和装置

Also Published As

Publication number Publication date
JP2023517155A (ja) 2023-04-24
AU2019480813A1 (en) 2021-12-16
AU2019480813A8 (en) 2022-05-12
EP4086356A4 (de) 2023-09-27
CN111226281B (zh) 2023-03-21
AU2019480813B2 (en) 2024-07-18
JP7467504B2 (ja) 2024-04-15
CN111226281A (zh) 2020-06-02
EP4086356A1 (de) 2022-11-09
WO2021134513A1 (zh) 2021-07-08
IL277746A (en) 2021-12-01
KR20220122596A (ko) 2022-09-02
US20220336047A1 (en) 2022-10-20

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